Papers by Kim Moore
Waste Not, Want Not; Recycled Gumbel Noise Improves Consistency in Natural Language Generation (2025.naacl-long)
Copied to clipboard
| Challenge: | Consistency in the output of language models can vary significantly in style, factual accuracy, and tone, even for similar inputs. |
| Approach: | They propose a decoding algorithm that enhances response consistency across different prompts with no degradation in response quality. |
| Outcome: | The proposed method outperforms standard sampling methods by 10% across semantic and stylistic consistency benchmarks. |